{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "%matplotlib inline\n",
    "url='https://api.github.com/users/genzj/repos?per_page=100'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 使用requests库下载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 将数据转换成DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>archive_url</th>\n",
       "      <th>archived</th>\n",
       "      <th>assignees_url</th>\n",
       "      <th>blobs_url</th>\n",
       "      <th>branches_url</th>\n",
       "      <th>clone_url</th>\n",
       "      <th>collaborators_url</th>\n",
       "      <th>comments_url</th>\n",
       "      <th>commits_url</th>\n",
       "      <th>compare_url</th>\n",
       "      <th>...</th>\n",
       "      <th>subscribers_url</th>\n",
       "      <th>subscription_url</th>\n",
       "      <th>svn_url</th>\n",
       "      <th>tags_url</th>\n",
       "      <th>teams_url</th>\n",
       "      <th>trees_url</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>url</th>\n",
       "      <th>watchers</th>\n",
       "      <th>watchers_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://api.github.com/repos/genzj/2048/{archi...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/assign...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/git/bl...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/branch...</td>\n",
       "      <td>https://github.com/genzj/2048.git</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/collab...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/commen...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/commit...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/compar...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/subscr...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/subscr...</td>\n",
       "      <td>https://github.com/genzj/2048</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/tags</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/teams</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/git/tr...</td>\n",
       "      <td>2014-03-19T01:14:42Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/{ar...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/ass...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/git...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/bra...</td>\n",
       "      <td>https://github.com/genzj/aiohttp.git</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/col...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/sub...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/sub...</td>\n",
       "      <td>https://github.com/genzj/aiohttp</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/tags</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/teams</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/git...</td>\n",
       "      <td>2016-06-20T09:42:45Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://github.com/genzj/android-serialport-ap...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://github.com/genzj/android-serialport-api</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>2015-04-06T13:03:31Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://github.com/genzj/angularjs-training-ex...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://github.com/genzj/angularjs-training-ex...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>2017-06-28T16:09:34Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://github.com/genzj/aws-iot-device-sdk-js...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://github.com/genzj/aws-iot-device-sdk-js</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>2017-12-26T14:32:06Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 71 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         archive_url  archived  \\\n",
       "0  https://api.github.com/repos/genzj/2048/{archi...     False   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/{ar...     False   \n",
       "2  https://api.github.com/repos/genzj/android-ser...     False   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...     False   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...     False   \n",
       "\n",
       "                                       assignees_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/assign...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/ass...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                           blobs_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/git/bl...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/git...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                        branches_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/branch...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/bra...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                           clone_url  \\\n",
       "0                  https://github.com/genzj/2048.git   \n",
       "1               https://github.com/genzj/aiohttp.git   \n",
       "2  https://github.com/genzj/android-serialport-ap...   \n",
       "3  https://github.com/genzj/angularjs-training-ex...   \n",
       "4  https://github.com/genzj/aws-iot-device-sdk-js...   \n",
       "\n",
       "                                   collaborators_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/collab...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/col...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                        comments_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/commen...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                         commits_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/commit...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                         compare_url       ...        \\\n",
       "0  https://api.github.com/repos/genzj/2048/compar...       ...         \n",
       "1  https://api.github.com/repos/genzj/aiohttp/com...       ...         \n",
       "2  https://api.github.com/repos/genzj/android-ser...       ...         \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...       ...         \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...       ...         \n",
       "\n",
       "                                     subscribers_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/subscr...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/sub...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                    subscription_url  \\\n",
       "0  https://api.github.com/repos/genzj/2048/subscr...   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/sub...   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                             svn_url  \\\n",
       "0                      https://github.com/genzj/2048   \n",
       "1                   https://github.com/genzj/aiohttp   \n",
       "2    https://github.com/genzj/android-serialport-api   \n",
       "3  https://github.com/genzj/angularjs-training-ex...   \n",
       "4     https://github.com/genzj/aws-iot-device-sdk-js   \n",
       "\n",
       "                                            tags_url  \\\n",
       "0       https://api.github.com/repos/genzj/2048/tags   \n",
       "1    https://api.github.com/repos/genzj/aiohttp/tags   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                           teams_url  \\\n",
       "0      https://api.github.com/repos/genzj/2048/teams   \n",
       "1   https://api.github.com/repos/genzj/aiohttp/teams   \n",
       "2  https://api.github.com/repos/genzj/android-ser...   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                           trees_url            updated_at  \\\n",
       "0  https://api.github.com/repos/genzj/2048/git/tr...  2014-03-19T01:14:42Z   \n",
       "1  https://api.github.com/repos/genzj/aiohttp/git...  2016-06-20T09:42:45Z   \n",
       "2  https://api.github.com/repos/genzj/android-ser...  2015-04-06T13:03:31Z   \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...  2017-06-28T16:09:34Z   \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...  2017-12-26T14:32:06Z   \n",
       "\n",
       "                                                 url  watchers  watchers_count  \n",
       "0            https://api.github.com/repos/genzj/2048         0               0  \n",
       "1         https://api.github.com/repos/genzj/aiohttp         0               0  \n",
       "2  https://api.github.com/repos/genzj/android-ser...         0               0  \n",
       "3  https://api.github.com/repos/genzj/angularjs-t...         0               0  \n",
       "4  https://api.github.com/repos/genzj/aws-iot-dev...         0               0  \n",
       "\n",
       "[5 rows x 71 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 使用`full_name`作为索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>archive_url</th>\n",
       "      <th>archived</th>\n",
       "      <th>assignees_url</th>\n",
       "      <th>blobs_url</th>\n",
       "      <th>branches_url</th>\n",
       "      <th>clone_url</th>\n",
       "      <th>collaborators_url</th>\n",
       "      <th>comments_url</th>\n",
       "      <th>commits_url</th>\n",
       "      <th>compare_url</th>\n",
       "      <th>...</th>\n",
       "      <th>subscribers_url</th>\n",
       "      <th>subscription_url</th>\n",
       "      <th>svn_url</th>\n",
       "      <th>tags_url</th>\n",
       "      <th>teams_url</th>\n",
       "      <th>trees_url</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>url</th>\n",
       "      <th>watchers</th>\n",
       "      <th>watchers_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>full_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>genzj/2048</th>\n",
       "      <td>https://api.github.com/repos/genzj/2048/{archi...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/assign...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/git/bl...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/branch...</td>\n",
       "      <td>https://github.com/genzj/2048.git</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/collab...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/commen...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/commit...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/compar...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/subscr...</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/subscr...</td>\n",
       "      <td>https://github.com/genzj/2048</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/tags</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/teams</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048/git/tr...</td>\n",
       "      <td>2014-03-19T01:14:42Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/2048</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genzj/aiohttp</th>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/{ar...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/ass...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/git...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/bra...</td>\n",
       "      <td>https://github.com/genzj/aiohttp.git</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/col...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/sub...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/sub...</td>\n",
       "      <td>https://github.com/genzj/aiohttp</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/tags</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/teams</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp/git...</td>\n",
       "      <td>2016-06-20T09:42:45Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/aiohttp</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genzj/android-serialport-api</th>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://github.com/genzj/android-serialport-ap...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://github.com/genzj/android-serialport-api</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>2015-04-06T13:03:31Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/android-ser...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genzj/angularjs-training-exercise</th>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://github.com/genzj/angularjs-training-ex...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://github.com/genzj/angularjs-training-ex...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>2017-06-28T16:09:34Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/angularjs-t...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genzj/aws-iot-device-sdk-js</th>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://github.com/genzj/aws-iot-device-sdk-js...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://github.com/genzj/aws-iot-device-sdk-js</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>2017-12-26T14:32:06Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 70 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                         archive_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/{archi...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/{ar...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                   archived  \\\n",
       "full_name                                     \n",
       "genzj/2048                            False   \n",
       "genzj/aiohttp                         False   \n",
       "genzj/android-serialport-api          False   \n",
       "genzj/angularjs-training-exercise     False   \n",
       "genzj/aws-iot-device-sdk-js           False   \n",
       "\n",
       "                                                                       assignees_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/assign...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/ass...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           blobs_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/git/bl...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/git...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                        branches_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/branch...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/bra...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           clone_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                                         https://github.com/genzj/2048.git   \n",
       "genzj/aiohttp                                   https://github.com/genzj/aiohttp.git   \n",
       "genzj/android-serialport-api       https://github.com/genzj/android-serialport-ap...   \n",
       "genzj/angularjs-training-exercise  https://github.com/genzj/angularjs-training-ex...   \n",
       "genzj/aws-iot-device-sdk-js        https://github.com/genzj/aws-iot-device-sdk-js...   \n",
       "\n",
       "                                                                   collaborators_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/collab...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/col...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                        comments_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/commen...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                         commits_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/commit...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                         compare_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/compar...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                        ...        \\\n",
       "full_name                               ...         \n",
       "genzj/2048                              ...         \n",
       "genzj/aiohttp                           ...         \n",
       "genzj/android-serialport-api            ...         \n",
       "genzj/angularjs-training-exercise       ...         \n",
       "genzj/aws-iot-device-sdk-js             ...         \n",
       "\n",
       "                                                                     subscribers_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/subscr...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/sub...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                    subscription_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/subscr...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/sub...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                             svn_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                                             https://github.com/genzj/2048   \n",
       "genzj/aiohttp                                       https://github.com/genzj/aiohttp   \n",
       "genzj/android-serialport-api         https://github.com/genzj/android-serialport-api   \n",
       "genzj/angularjs-training-exercise  https://github.com/genzj/angularjs-training-ex...   \n",
       "genzj/aws-iot-device-sdk-js           https://github.com/genzj/aws-iot-device-sdk-js   \n",
       "\n",
       "                                                                            tags_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                              https://api.github.com/repos/genzj/2048/tags   \n",
       "genzj/aiohttp                        https://api.github.com/repos/genzj/aiohttp/tags   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           teams_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                             https://api.github.com/repos/genzj/2048/teams   \n",
       "genzj/aiohttp                       https://api.github.com/repos/genzj/aiohttp/teams   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           trees_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/git/tr...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/git...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                             updated_at  \\\n",
       "full_name                                                 \n",
       "genzj/2048                         2014-03-19T01:14:42Z   \n",
       "genzj/aiohttp                      2016-06-20T09:42:45Z   \n",
       "genzj/android-serialport-api       2015-04-06T13:03:31Z   \n",
       "genzj/angularjs-training-exercise  2017-06-28T16:09:34Z   \n",
       "genzj/aws-iot-device-sdk-js        2017-12-26T14:32:06Z   \n",
       "\n",
       "                                                                                 url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                                   https://api.github.com/repos/genzj/2048   \n",
       "genzj/aiohttp                             https://api.github.com/repos/genzj/aiohttp   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                   watchers  watchers_count  \n",
       "full_name                                                    \n",
       "genzj/2048                                0               0  \n",
       "genzj/aiohttp                             0               0  \n",
       "genzj/android-serialport-api              0               0  \n",
       "genzj/angularjs-training-exercise         0               0  \n",
       "genzj/aws-iot-device-sdk-js               0               0  \n",
       "\n",
       "[5 rows x 70 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 观察数据基本形态\n",
    "可以直接得出：仓库数量（id-count）、star/fork最大值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>forks</th>\n",
       "      <th>forks_count</th>\n",
       "      <th>id</th>\n",
       "      <th>open_issues</th>\n",
       "      <th>open_issues_count</th>\n",
       "      <th>size</th>\n",
       "      <th>stargazers_count</th>\n",
       "      <th>watchers</th>\n",
       "      <th>watchers_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>5.600000e+01</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.482143</td>\n",
       "      <td>1.482143</td>\n",
       "      <td>6.089764e+07</td>\n",
       "      <td>0.642857</td>\n",
       "      <td>0.642857</td>\n",
       "      <td>1811.160714</td>\n",
       "      <td>5.696429</td>\n",
       "      <td>5.696429</td>\n",
       "      <td>5.696429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.490648</td>\n",
       "      <td>9.490648</td>\n",
       "      <td>4.173629e+07</td>\n",
       "      <td>3.574804</td>\n",
       "      <td>3.574804</td>\n",
       "      <td>2971.793121</td>\n",
       "      <td>37.953043</td>\n",
       "      <td>37.953043</td>\n",
       "      <td>37.953043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.322740e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.983754e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.347280e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>289.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.014597e+08</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2189.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>71.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.256364e+08</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>11587.000000</td>\n",
       "      <td>284.000000</td>\n",
       "      <td>284.000000</td>\n",
       "      <td>284.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           forks  forks_count            id  open_issues  open_issues_count  \\\n",
       "count  56.000000    56.000000  5.600000e+01    56.000000          56.000000   \n",
       "mean    1.482143     1.482143  6.089764e+07     0.642857           0.642857   \n",
       "std     9.490648     9.490648  4.173629e+07     3.574804           3.574804   \n",
       "min     0.000000     0.000000  2.322740e+06     0.000000           0.000000   \n",
       "25%     0.000000     0.000000  1.983754e+07     0.000000           0.000000   \n",
       "50%     0.000000     0.000000  6.347280e+07     0.000000           0.000000   \n",
       "75%     0.000000     0.000000  1.014597e+08     0.000000           0.000000   \n",
       "max    71.000000    71.000000  1.256364e+08    25.000000          25.000000   \n",
       "\n",
       "               size  stargazers_count    watchers  watchers_count  \n",
       "count     56.000000         56.000000   56.000000       56.000000  \n",
       "mean    1811.160714          5.696429    5.696429        5.696429  \n",
       "std     2971.793121         37.953043   37.953043       37.953043  \n",
       "min        2.000000          0.000000    0.000000        0.000000  \n",
       "25%       96.250000          0.000000    0.000000        0.000000  \n",
       "50%      289.000000          0.000000    0.000000        0.000000  \n",
       "75%     2189.250000          1.000000    1.000000        1.000000  \n",
       "max    11587.000000        284.000000  284.000000      284.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 画出仓库大小直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x184d1d90>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3920"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
